Overview

Dataset statistics

Number of variables29
Number of observations18207
Missing cells110929
Missing cells (%)21.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory4.0 MiB
Average record size in memory232.0 B

Variable types

NUM25
CAT4

Reproduction

Analysis started2020-05-19 04:09:21.343117
Analysis finished2020-05-19 04:11:31.329783
Duration2 minutes and 9.99 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

iso_code has a high cardinality: 211 distinct values High cardinality
location has a high cardinality: 212 distinct values High cardinality
date has a high cardinality: 140 distinct values High cardinality
new_cases is highly correlated with total_cases and 1 other fieldsHigh correlation
total_cases is highly correlated with new_cases and 1 other fieldsHigh correlation
total_deaths is highly correlated with total_casesHigh correlation
new_deaths is highly correlated with new_casesHigh correlation
new_tests is highly correlated with total_testsHigh correlation
total_tests is highly correlated with new_testsHigh correlation
aged_65_older is highly correlated with median_age and 1 other fieldsHigh correlation
median_age is highly correlated with aged_65_olderHigh correlation
aged_70_older is highly correlated with aged_65_olderHigh correlation
total_cases_per_million has 466 (2.6%) missing values Missing
new_cases_per_million has 466 (2.6%) missing values Missing
total_deaths_per_million has 466 (2.6%) missing values Missing
new_deaths_per_million has 466 (2.6%) missing values Missing
total_tests has 13509 (74.2%) missing values Missing
new_tests has 14021 (77.0%) missing values Missing
total_tests_per_thousand has 13509 (74.2%) missing values Missing
new_tests_per_thousand has 14021 (77.0%) missing values Missing
tests_units has 12554 (69.0%) missing values Missing
population has 248 (1.4%) missing values Missing
population_density has 778 (4.3%) missing values Missing
median_age has 1599 (8.8%) missing values Missing
aged_65_older has 1818 (10.0%) missing values Missing
aged_70_older has 1682 (9.2%) missing values Missing
gdp_per_capita has 1814 (10.0%) missing values Missing
extreme_poverty has 7338 (40.3%) missing values Missing
cvd_death_rate has 1666 (9.2%) missing values Missing
diabetes_prevalence has 1072 (5.9%) missing values Missing
female_smokers has 4631 (25.4%) missing values Missing
male_smokers has 4773 (26.2%) missing values Missing
handwashing_facilities has 11085 (60.9%) missing values Missing
hospital_beds_per_100k has 2883 (15.8%) missing values Missing
new_cases_per_million is highly skewed (γ1 = 32.98200786) Skewed
new_deaths_per_million is highly skewed (γ1 = 23.80929814) Skewed
total_cases has 3293 (18.1%) zeros Zeros
new_cases has 7783 (42.7%) zeros Zeros
total_deaths has 8392 (46.1%) zeros Zeros
new_deaths has 12986 (71.3%) zeros Zeros
total_cases_per_million has 2975 (16.3%) zeros Zeros
new_cases_per_million has 7404 (40.7%) zeros Zeros
total_deaths_per_million has 8047 (44.2%) zeros Zeros
new_deaths_per_million has 12558 (69.0%) zeros Zeros

Variables

iso_code
Categorical

HIGH CARDINALITY

Distinct count211
Unique (%)1.2%
Missing64
Missing (%)0.4%
Memory size142.2 KiB
CHN
 
140
ITA
 
140
BRA
 
140
BLR
 
140
GRC
 
140
Other values (206)
17443
ValueCountFrequency (%) 
CHN1400.8%
 
ITA1400.8%
 
BRA1400.8%
 
BLR1400.8%
 
GRC1400.8%
 
NLD1400.8%
 
CHE1400.8%
 
IRN1400.8%
 
CZE1400.8%
 
MEX1400.8%
 
Other values (201)1674392.0%
 

Length

Max length8
Median length3
Mean length3.038446751
Min length3

location
Categorical

HIGH CARDINALITY

Distinct count212
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size142.2 KiB
Austria
 
140
Belgium
 
140
Malaysia
 
140
China
 
140
Sweden
 
140
Other values (207)
17507
ValueCountFrequency (%) 
Austria1400.8%
 
Belgium1400.8%
 
Malaysia1400.8%
 
China1400.8%
 
Sweden1400.8%
 
Finland1400.8%
 
Switzerland1400.8%
 
Estonia1400.8%
 
Lithuania1400.8%
 
Belarus1400.8%
 
Other values (202)1680792.3%
 

Length

Max length32
Median length7
Mean length8.579062998
Min length4

date
Categorical

HIGH CARDINALITY

Distinct count140
Unique (%)0.8%
Missing0
Missing (%)0.0%
Memory size142.2 KiB
2020-05-03
 
210
2020-05-05
 
210
2020-05-06
 
210
2020-05-08
 
210
2020-05-11
 
210
Other values (135)
17157
ValueCountFrequency (%) 
2020-05-032101.2%
 
2020-05-052101.2%
 
2020-05-062101.2%
 
2020-05-082101.2%
 
2020-05-112101.2%
 
2020-05-122101.2%
 
2020-05-072101.2%
 
2020-05-022101.2%
 
2020-05-102101.2%
 
2020-05-042101.2%
 
Other values (130)1610788.5%
 

Length

Max length10
Median length10
Mean length10
Min length10

total_cases
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count4733
Unique (%)26.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15474.171252814851
Minimum0
Maximum4679511
Zeros3293
Zeros (%)18.1%
Memory size142.2 KiB

Quantile statistics

Minimum0
5-th percentile0
Q13
median70
Q3949
95-th percentile29291
Maximum4679511
Range4679511
Interquartile range (IQR)946

Descriptive statistics

Standard deviation160707.224
Coefficient of variation (CV)10.38551412
Kurtosis446.9422723
Mean15474.17125
Median Absolute Deviation (MAD)70
Skewness19.83023398
Sum281738236
Variance2.582681186e+10
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0329318.1%
 
16193.4%
 
33351.8%
 
23101.7%
 
112541.4%
 
162211.2%
 
62041.1%
 
71991.1%
 
181951.1%
 
51941.1%
 
Other values (4723)1238368.0%
 
ValueCountFrequency (%) 
0329318.1%
 
16193.4%
 
23101.7%
 
33351.8%
 
41751.0%
 
ValueCountFrequency (%) 
46795111< 0.1%
 
45985461< 0.1%
 
45043511< 0.1%
 
44063171< 0.1%
 
43096521< 0.1%
 

new_cases
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count1638
Unique (%)9.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean514.0342725325424
Minimum-2461
Maximum101445
Zeros7783
Zeros (%)42.7%
Memory size142.2 KiB

Quantile statistics

Minimum-2461
5-th percentile0
Q10
median2
Q339
95-th percentile1067.4
Maximum101445
Range103906
Interquartile range (IQR)39

Descriptive statistics

Standard deviation4662.38397
Coefficient of variation (CV)9.070181152
Kurtosis260.3983395
Mean514.0342725
Median Absolute Deviation (MAD)2
Skewness15.46795703
Sum9359022
Variance21737824.29
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0778342.7%
 
110435.7%
 
26293.5%
 
34192.3%
 
43562.0%
 
62791.5%
 
52731.5%
 
72031.1%
 
81981.1%
 
91821.0%
 
Other values (1628)684237.6%
 
ValueCountFrequency (%) 
-24611< 0.1%
 
-14801< 0.1%
 
-7131< 0.1%
 
-1611< 0.1%
 
-1051< 0.1%
 
ValueCountFrequency (%) 
1014451< 0.1%
 
980341< 0.1%
 
966651< 0.1%
 
941951< 0.1%
 
941851< 0.1%
 

total_deaths
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count1606
Unique (%)8.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1029.126984126984
Minimum0
Maximum315005
Zeros8392
Zeros (%)46.1%
Memory size142.2 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q320
95-th percentile1323.9
Maximum315005
Range315005
Interquartile range (IQR)20

Descriptive statistics

Standard deviation11138.59313
Coefficient of variation (CV)10.82334182
Kurtosis454.0648315
Mean1029.126984
Median Absolute Deviation (MAD)1
Skewness19.9908708
Sum18737315
Variance124068256.9
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0839246.1%
 
113477.4%
 
26493.6%
 
35242.9%
 
53381.9%
 
43221.8%
 
62891.6%
 
72561.4%
 
82461.4%
 
102371.3%
 
Other values (1596)560730.8%
 
ValueCountFrequency (%) 
0839246.1%
 
113477.4%
 
26493.6%
 
35242.9%
 
43221.8%
 
ValueCountFrequency (%) 
3150051< 0.1%
 
3116751< 0.1%
 
3073981< 0.1%
 
3022531< 0.1%
 
2968831< 0.1%
 

new_deaths
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count538
Unique (%)3.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean34.60262536387104
Minimum-6
Maximum10520
Zeros12986
Zeros (%)71.3%
Memory size142.2 KiB

Quantile statistics

Minimum-6
5-th percentile0
Q10
median0
Q31
95-th percentile54
Maximum10520
Range10526
Interquartile range (IQR)1

Descriptive statistics

Standard deviation335.1289874
Coefficient of variation (CV)9.685074005
Kurtosis333.7841441
Mean34.60262536
Median Absolute Deviation (MAD)0
Skewness16.9896707
Sum630010
Variance112311.4382
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01298671.3%
 
112697.0%
 
26463.5%
 
33842.1%
 
42971.6%
 
52011.1%
 
61700.9%
 
71460.8%
 
81210.7%
 
91040.6%
 
Other values (528)188310.3%
 
ValueCountFrequency (%) 
-61< 0.1%
 
01298671.3%
 
112697.0%
 
26463.5%
 
33842.1%
 
ValueCountFrequency (%) 
105201< 0.1%
 
87091< 0.1%
 
85681< 0.1%
 
76631< 0.1%
 
76041< 0.1%
 

total_cases_per_million
Real number (ℝ≥0)

MISSING
ZEROS

Distinct count9716
Unique (%)54.8%
Missing466
Missing (%)2.6%
Infinite0
Infinite (%)0.0%
Mean439.3398846739192
Minimum0.0
Maximum19270.433999999997
Zeros2975
Zeros (%)16.3%
Memory size142.2 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10.381
median18.644
Q3213.596
95-th percentile2241.978
Maximum19270.434
Range19270.434
Interquartile range (IQR)213.215

Descriptive statistics

Standard deviation1358.225304
Coefficient of variation (CV)3.091513773
Kurtosis62.15266221
Mean439.3398847
Median Absolute Deviation (MAD)18.644
Skewness6.765958642
Sum7794328.894
Variance1844775.977
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0297516.3%
 
0.034670.4%
 
17.046480.3%
 
199.973460.3%
 
63.049450.2%
 
193.757430.2%
 
6.297430.2%
 
0.06390.2%
 
222.25390.2%
 
2.611380.2%
 
Other values (9706)1435878.9%
 
(Missing)4662.6%
 
ValueCountFrequency (%) 
0297516.3%
 
0.0015< 0.1%
 
0.002280.2%
 
0.0037< 0.1%
 
0.0042< 0.1%
 
ValueCountFrequency (%) 
19270.4341< 0.1%
 
19240.9691< 0.1%
 
19211.5031< 0.1%
 
19093.6411< 0.1%
 
18946.3141< 0.1%
 

new_cases_per_million
Real number (ℝ)

MISSING
SKEWED
ZEROS

Distinct count5724
Unique (%)32.3%
Missing466
Missing (%)2.6%
Infinite0
Infinite (%)0.0%
Mean12.759929034439997
Minimum-265.189
Maximum4944.376
Zeros7404
Zeros (%)40.7%
Memory size142.2 KiB

Quantile statistics

Minimum-265.189
5-th percentile0
Q10
median0.207
Q35.212
95-th percentile60.042
Maximum4944.376
Range5209.565
Interquartile range (IQR)5.212

Descriptive statistics

Standard deviation64.27573033
Coefficient of variation (CV)5.037310956
Kurtosis2079.101129
Mean12.75992903
Median Absolute Deviation (MAD)0.207
Skewness32.98200786
Sum226373.901
Variance4131.369509
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0740440.7%
 
0.207270.1%
 
0.017240.1%
 
0.392240.1%
 
0.01240.1%
 
0.018230.1%
 
0.042230.1%
 
2.543220.1%
 
0.196220.1%
 
0.009210.1%
 
Other values (5714)1012755.6%
 
(Missing)4662.6%
 
ValueCountFrequency (%) 
-265.1891< 0.1%
 
-139.4881< 0.1%
 
-83.8861< 0.1%
 
-38.571< 0.1%
 
-15.7891< 0.1%
 
ValueCountFrequency (%) 
4944.3761< 0.1%
 
1722.6531< 0.1%
 
1473.4471< 0.1%
 
1236.0948< 0.1%
 
1060.7581< 0.1%
 

total_deaths_per_million
Real number (ℝ≥0)

MISSING
ZEROS

Distinct count4325
Unique (%)24.4%
Missing466
Missing (%)2.6%
Infinite0
Infinite (%)0.0%
Mean19.084505777577363
Minimum0.0
Maximum1208.085
Zeros8047
Zeros (%)44.2%
Memory size142.2 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0.093
Q33.452
95-th percentile72.166
Maximum1208.085
Range1208.085
Interquartile range (IQR)3.452

Descriptive statistics

Standard deviation86.94639679
Coefficient of variation (CV)4.55586316
Kurtosis86.6064531
Mean19.08450578
Median Absolute Deviation (MAD)0.093
Skewness8.345487254
Sum338578.217
Variance7559.675916
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0804744.2%
 
0.414590.3%
 
15.216590.3%
 
0.061530.3%
 
2.286530.3%
 
6.094530.3%
 
0.084500.3%
 
0.425470.3%
 
1.705470.3%
 
26.221440.2%
 
Other values (4315)922950.7%
 
(Missing)4662.6%
 
ValueCountFrequency (%) 
0804744.2%
 
0.001130.1%
 
0.0027< 0.1%
 
0.0035< 0.1%
 
0.0042< 0.1%
 
ValueCountFrequency (%) 
1208.085220.1%
 
1178.625< 0.1%
 
1149.1544< 0.1%
 
1119.6891< 0.1%
 
1060.7583< 0.1%
 

new_deaths_per_million
Real number (ℝ)

MISSING
SKEWED
ZEROS

Distinct count1527
Unique (%)8.6%
Missing466
Missing (%)2.6%
Infinite0
Infinite (%)0.0%
Mean0.5771010089622908
Minimum-1.036
Maximum200.04
Zeros12558
Zeros (%)69.0%
Memory size142.2 KiB

Quantile statistics

Minimum-1.036
5-th percentile0
Q10
median0
Q30.046
95-th percentile2.107
Maximum200.04
Range201.076
Interquartile range (IQR)0.046

Descriptive statistics

Standard deviation3.657127196
Coefficient of variation (CV)6.337066023
Kurtosis957.5752054
Mean0.577101009
Median Absolute Deviation (MAD)0
Skewness23.80929814
Sum10238.349
Variance13.37457933
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01255869.0%
 
0.099480.3%
 
0.347370.2%
 
0.039360.2%
 
0.288340.2%
 
0.02330.2%
 
0.48290.2%
 
0.031260.1%
 
0.147250.1%
 
0.03250.1%
 
Other values (1517)489026.9%
 
(Missing)4662.6%
 
ValueCountFrequency (%) 
-1.0361< 0.1%
 
01255869.0%
 
0.001210.1%
 
0.002110.1%
 
0.003140.1%
 
ValueCountFrequency (%) 
200.041< 0.1%
 
176.7931< 0.1%
 
117.8621< 0.1%
 
93.2791< 0.1%
 
88.3961< 0.1%
 

total_tests
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count4493
Unique (%)95.6%
Missing13509
Missing (%)74.2%
Infinite0
Infinite (%)0.0%
Mean220167.3950617284
Minimum1.0
Maximum11499203.0
Zeros0
Zeros (%)0.0%
Memory size142.2 KiB

Quantile statistics

Minimum1
5-th percentile267.7
Q17488.5
median39452
Q3143117.5
95-th percentile773391.85
Maximum11499203
Range11499202
Interquartile range (IQR)135629

Descriptive statistics

Standard deviation757763.6332
Coefficient of variation (CV)3.441761361
Kurtosis84.68473598
Mean220167.3951
Median Absolute Deviation (MAD)37651.5
Skewness8.284578204
Sum1034346422
Variance5.742057238e+11
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
204< 0.1%
 
5764< 0.1%
 
164< 0.1%
 
314< 0.1%
 
2114< 0.1%
 
353< 0.1%
 
573< 0.1%
 
53< 0.1%
 
523< 0.1%
 
363< 0.1%
 
Other values (4483)466325.6%
 
(Missing)1350974.2%
 
ValueCountFrequency (%) 
12< 0.1%
 
21< 0.1%
 
32< 0.1%
 
41< 0.1%
 
53< 0.1%
 
ValueCountFrequency (%) 
114992031< 0.1%
 
110771791< 0.1%
 
107201851< 0.1%
 
103417751< 0.1%
 
99748311< 0.1%
 

new_tests
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count3058
Unique (%)73.1%
Missing14021
Missing (%)77.0%
Infinite0
Infinite (%)0.0%
Mean9752.512900143334
Minimum1.0
Maximum422024.0
Zeros0
Zeros (%)0.0%
Memory size142.2 KiB

Quantile statistics

Minimum1
5-th percentile30
Q1529.25
median1947
Q36292.75
95-th percentile37495
Maximum422024
Range422023
Interquartile range (IQR)5763.5

Descriptive statistics

Standard deviation31126.83656
Coefficient of variation (CV)3.191673456
Kurtosis57.04642338
Mean9752.5129
Median Absolute Deviation (MAD)1782
Skewness6.876206912
Sum40824019
Variance968879954
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1140.1%
 
8130.1%
 
2130.1%
 
16120.1%
 
10110.1%
 
5100.1%
 
4100.1%
 
188< 0.1%
 
258< 0.1%
 
38< 0.1%
 
Other values (3048)407922.4%
 
(Missing)1402177.0%
 
ValueCountFrequency (%) 
1140.1%
 
2130.1%
 
38< 0.1%
 
4100.1%
 
5100.1%
 
ValueCountFrequency (%) 
4220241< 0.1%
 
3882961< 0.1%
 
3784101< 0.1%
 
3669441< 0.1%
 
3569941< 0.1%
 

total_tests_per_thousand
Real number (ℝ≥0)

MISSING

Distinct count3381
Unique (%)72.0%
Missing13509
Missing (%)74.2%
Infinite0
Infinite (%)0.0%
Mean10.157484887186037
Minimum0.0
Maximum166.547
Zeros18
Zeros (%)0.1%
Memory size142.2 KiB

Quantile statistics

Minimum0
5-th percentile0.01
Q10.289
median2.2165
Q311.96525
95-th percentile43.2014
Maximum166.547
Range166.547
Interquartile range (IQR)11.67625

Descriptive statistics

Standard deviation19.18906875
Coefficient of variation (CV)1.88915553
Kurtosis20.80990768
Mean10.15748489
Median Absolute Deviation (MAD)2.1875
Skewness3.936122066
Sum47719.864
Variance368.2203595
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.001410.2%
 
0.002330.2%
 
0.003270.1%
 
0.007260.1%
 
0.015210.1%
 
0.008200.1%
 
0.004190.1%
 
0.005180.1%
 
0180.1%
 
0.01170.1%
 
Other values (3371)445824.5%
 
(Missing)1350974.2%
 
ValueCountFrequency (%) 
0180.1%
 
0.001410.2%
 
0.002330.2%
 
0.003270.1%
 
0.004190.1%
 
ValueCountFrequency (%) 
166.5471< 0.1%
 
166.1571< 0.1%
 
164.6241< 0.1%
 
162.8861< 0.1%
 
161.2721< 0.1%
 

new_tests_per_thousand
Real number (ℝ≥0)

MISSING

Distinct count1185
Unique (%)28.3%
Missing14021
Missing (%)77.0%
Infinite0
Infinite (%)0.0%
Mean0.385950071667463
Minimum0.0
Maximum7.285
Zeros160
Zeros (%)0.9%
Memory size142.2 KiB

Quantile statistics

Minimum0
5-th percentile0.001
Q10.025
median0.144
Q30.52675
95-th percentile1.4765
Maximum7.285
Range7.285
Interquartile range (IQR)0.50175

Descriptive statistics

Standard deviation0.6135993915
Coefficient of variation (CV)1.589841372
Kurtosis20.17786616
Mean0.3859500717
Median Absolute Deviation (MAD)0.137
Skewness3.630156902
Sum1615.587
Variance0.3765042133
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01600.9%
 
0.0011060.6%
 
0.002560.3%
 
0.006510.3%
 
0.007510.3%
 
0.005470.3%
 
0.004460.3%
 
0.008430.2%
 
0.003390.2%
 
0.014350.2%
 
Other values (1175)355219.5%
 
(Missing)1402177.0%
 
ValueCountFrequency (%) 
01600.9%
 
0.0011060.6%
 
0.002560.3%
 
0.003390.2%
 
0.004460.3%
 
ValueCountFrequency (%) 
7.2851< 0.1%
 
6.7081< 0.1%
 
5.7291< 0.1%
 
5.3571< 0.1%
 
5.141< 0.1%
 

tests_units
Categorical

MISSING

Distinct count6
Unique (%)0.1%
Missing12554
Missing (%)69.0%
Memory size142.2 KiB
tests performed
2298
people tested
1230
samples tested
829
units unclear
816
cases tested
 
408
ValueCountFrequency (%) 
tests performed229812.6%
 
people tested12306.8%
 
samples tested8294.6%
 
units unclear8164.5%
 
cases tested4082.2%
 
inconsistent units (COVID Tracking Project)720.4%
 
(Missing)1255469.0%
 

Length

Max length43
Median length3
Mean length6.499038831
Min length3

population
Real number (ℝ≥0)

MISSING

Distinct count208
Unique (%)1.2%
Missing248
Missing (%)1.4%
Infinite0
Infinite (%)0.0%
Mean112937884.45414555
Minimum809.0
Maximum7794798729.0
Zeros0
Zeros (%)0.0%
Memory size142.2 KiB

Quantile statistics

Minimum809
5-th percentile53192
Q12722291
median9890400
Q337742157
95-th percentile212559409
Maximum7794798729
Range7794797920
Interquartile range (IQR)35019866

Descriptive statistics

Standard deviation704039513.7
Coefficient of variation (CV)6.2338649
Kurtosis107.7126667
Mean112937884.5
Median Absolute Deviation (MAD)9334412
Skewness10.22314333
Sum2.028251467e+12
Variance4.956716369e+17
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
254998811400.8%
 
291368081400.8%
 
27222911400.8%
 
1289327531400.8%
 
3310026471400.8%
 
54212421400.8%
 
86555411400.8%
 
86546181400.8%
 
512691831400.8%
 
107089821400.8%
 
Other values (198)1655990.9%
 
(Missing)2481.4%
 
ValueCountFrequency (%) 
809650.4%
 
3483450.2%
 
4999580.3%
 
15002530.3%
 
26221470.3%
 
ValueCountFrequency (%) 
77947987291400.8%
 
14393237741400.8%
 
13800043851390.8%
 
3310026471400.8%
 
2735236211330.7%
 

population_density
Real number (ℝ≥0)

MISSING

Distinct count199
Unique (%)1.1%
Missing778
Missing (%)4.3%
Infinite0
Infinite (%)0.0%
Mean433.2215736416317
Minimum0.13699999999999998
Maximum19347.5
Zeros0
Zeros (%)0.0%
Memory size142.2 KiB

Quantile statistics

Minimum0.137
5-th percentile4.289
Q142.729
median93.105
Q3227.322
95-th percentile1209.088
Maximum19347.5
Range19347.363
Interquartile range (IQR)184.593

Descriptive statistics

Standard deviation1871.564151
Coefficient of variation (CV)4.320108381
Kurtosis76.63895638
Mean433.2215736
Median Absolute Deviation (MAD)68.387
Skewness8.370424809
Sum7550618.807
Variance3502752.372
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
205.8591400.8%
 
508.5441400.8%
 
272.8981400.8%
 
4.0371400.8%
 
18.1361400.8%
 
58.0451400.8%
 
14.4621400.8%
 
527.9671400.8%
 
122.5781400.8%
 
31.0331400.8%
 
Other values (189)1602988.0%
 
(Missing)7784.3%
 
ValueCountFrequency (%) 
0.137600.3%
 
1.98640.4%
 
3.078650.4%
 
3.2021400.8%
 
3.4041400.8%
 
ValueCountFrequency (%) 
19347.51280.7%
 
7915.7311400.8%
 
7039.7141030.6%
 
3457.1600.3%
 
1935.9071390.8%
 

median_age
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count133
Unique (%)0.8%
Missing1599
Missing (%)8.8%
Infinite0
Infinite (%)0.0%
Mean32.56350553949904
Minimum15.1
Maximum48.2
Zeros0
Zeros (%)0.0%
Memory size142.2 KiB

Quantile statistics

Minimum15.1
5-th percentile18
Q125.4
median32.4
Q341
95-th percentile44.8
Maximum48.2
Range33.1
Interquartile range (IQR)15.6

Descriptive statistics

Standard deviation8.926995852
Coefficient of variation (CV)0.2741411191
Kurtosis-1.146325149
Mean32.56350554
Median Absolute Deviation (MAD)7.4
Skewness-0.191347171
Sum540814.7
Variance79.69125494
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
32.44812.6%
 
38.74162.3%
 
31.92831.6%
 
37.92781.5%
 
30.62771.5%
 
29.32731.5%
 
39.72731.5%
 
29.12681.5%
 
41.82171.2%
 
43.42161.2%
 
Other values (123)1362674.8%
 
(Missing)15998.8%
 
ValueCountFrequency (%) 
15.1590.3%
 
16.41120.6%
 
16.7600.3%
 
16.81210.7%
 
17670.4%
 
ValueCountFrequency (%) 
48.21400.8%
 
47.91400.8%
 
46.61400.8%
 
46.2790.4%
 
45.51390.8%
 

aged_65_older
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count183
Unique (%)1.1%
Missing1818
Missing (%)10.0%
Infinite0
Infinite (%)0.0%
Mean9.999473244249192
Minimum1.1440000000000001
Maximum27.049
Zeros0
Zeros (%)0.0%
Memory size142.2 KiB

Quantile statistics

Minimum1.144
5-th percentile2.405
Q14.12
median8.001
Q315.413
95-th percentile20.396
Maximum27.049
Range25.905
Interquartile range (IQR)11.293

Descriptive statistics

Standard deviation6.495612317
Coefficient of variation (CV)0.6495954496
Kurtosis-1.080800634
Mean9.999473244
Median Absolute Deviation (MAD)4.999
Skewness0.4706553758
Sum163881.367
Variance42.19297938
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
27.0491400.8%
 
19.6771400.8%
 
19.0271400.8%
 
5.8091400.8%
 
19.2021400.8%
 
23.0211400.8%
 
12.9221400.8%
 
15.4131400.8%
 
14.1781400.8%
 
18.5171400.8%
 
Other values (173)1498982.3%
 
(Missing)181810.0%
 
ValueCountFrequency (%) 
1.1441340.7%
 
1.3071360.7%
 
2.168580.3%
 
2.339620.3%
 
2.3451370.8%
 
ValueCountFrequency (%) 
27.0491400.8%
 
23.0211400.8%
 
21.502790.4%
 
21.4531400.8%
 
21.2281400.8%
 

aged_70_older
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count182
Unique (%)1.1%
Missing1682
Missing (%)9.2%
Infinite0
Infinite (%)0.0%
Mean6.376649863842663
Minimum0.526
Maximum18.493
Zeros0
Zeros (%)0.0%
Memory size142.2 KiB

Quantile statistics

Minimum0.526
5-th percentile1.3784
Q12.382
median5.06
Q310.068
95-th percentile13.799
Maximum18.493
Range17.967
Interquartile range (IQR)7.686

Descriptive statistics

Standard deviation4.466893679
Coefficient of variation (CV)0.7005079116
Kurtosis-0.8338762137
Mean6.376649864
Median Absolute Deviation (MAD)3.277
Skewness0.6064875363
Sum105374.139
Variance19.95313914
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3.0532351.3%
 
15.9571400.8%
 
3.1821400.8%
 
9.2071400.8%
 
9.7321400.8%
 
9.7881400.8%
 
8.6221400.8%
 
13.0531400.8%
 
3.4071400.8%
 
10.8131400.8%
 
Other values (172)1503082.6%
 
(Missing)16829.2%
 
ValueCountFrequency (%) 
0.5261340.7%
 
0.6171360.7%
 
1.1141370.8%
 
1.285480.3%
 
1.308580.3%
 
ValueCountFrequency (%) 
18.4931400.8%
 
16.241400.8%
 
15.9571400.8%
 
14.924790.4%
 
14.5241400.8%
 

gdp_per_capita
Real number (ℝ≥0)

MISSING

Distinct count183
Unique (%)1.1%
Missing1814
Missing (%)10.0%
Infinite0
Infinite (%)0.0%
Mean23625.697895382174
Minimum661.24
Maximum116935.6
Zeros0
Zeros (%)0.0%
Memory size142.2 KiB

Quantile statistics

Minimum661.24
5-th percentile1569.888
Q17292.458
median16277.671
Q336085.843
95-th percentile65530.537
Maximum116935.6
Range116274.36
Interquartile range (IQR)28793.385

Descriptive statistics

Standard deviation21505.14865
Coefficient of variation (CV)0.9102439534
Kurtosis2.641853017
Mean23625.6979
Median Absolute Deviation (MAD)12050.041
Skewness1.462429638
Sum387296065.6
Variance462471418.6
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2442.8041400.8%
 
39002.2231400.8%
 
85535.3831400.8%
 
45436.6861400.8%
 
15469.2071400.8%
 
15308.7121400.8%
 
44648.711400.8%
 
46482.9581400.8%
 
26808.1641400.8%
 
24765.9541400.8%
 
Other values (173)1499382.3%
 
(Missing)181410.0%
 
ValueCountFrequency (%) 
661.24640.4%
 
702.225480.3%
 
752.788630.3%
 
808.133670.4%
 
926590.3%
 
ValueCountFrequency (%) 
116935.61360.7%
 
94277.9651330.7%
 
85535.3831400.8%
 
71809.251690.4%
 
67335.2931390.8%
 

extreme_poverty
Real number (ℝ≥0)

MISSING

Distinct count73
Unique (%)0.7%
Missing7338
Missing (%)40.3%
Infinite0
Infinite (%)0.0%
Mean9.76073235808262
Minimum0.1
Maximum77.6
Zeros0
Zeros (%)0.0%
Memory size142.2 KiB

Quantile statistics

Minimum0.1
5-th percentile0.1
Q10.5
median1.5
Q310
95-th percentile49.6
Maximum77.6
Range77.5
Interquartile range (IQR)9.5

Descriptive statistics

Standard deviation17.18895112
Coefficient of variation (CV)1.761030882
Kurtosis4.224100458
Mean9.760732358
Median Absolute Deviation (MAD)1.3
Skewness2.208558425
Sum106089.4
Variance295.4600405
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.215288.4%
 
0.511146.1%
 
0.78434.6%
 
0.16783.7%
 
23511.9%
 
13501.9%
 
1.32831.6%
 
2.52781.5%
 
1.52761.5%
 
5.72711.5%
 
Other values (63)489726.9%
 
(Missing)733840.3%
 
ValueCountFrequency (%) 
0.16783.7%
 
0.215288.4%
 
0.511146.1%
 
0.6730.4%
 
0.78434.6%
 
ValueCountFrequency (%) 
77.6590.3%
 
77.1670.4%
 
71.7480.3%
 
71.4460.3%
 
67.1530.3%
 

cvd_death_rate
Real number (ℝ≥0)

MISSING

Distinct count186
Unique (%)1.1%
Missing1666
Missing (%)9.2%
Infinite0
Infinite (%)0.0%
Mean243.74032102049452
Minimum79.37
Maximum724.4169999999999
Zeros0
Zeros (%)0.0%
Memory size142.2 KiB

Quantile statistics

Minimum79.37
5-th percentile99.403
Q1145.183
median232.347
Q3310.496
95-th percentile466.792
Maximum724.417
Range645.047
Interquartile range (IQR)165.313

Descriptive statistics

Standard deviation119.2157724
Coefficient of variation (CV)0.48910977
Kurtosis0.8160462008
Mean243.740321
Median Absolute Deviation (MAD)85.493
Skewness0.9518654832
Sum4031708.65
Variance14212.40038
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
233.071400.8%
 
79.371400.8%
 
151.0891400.8%
 
177.9611400.8%
 
133.9821400.8%
 
114.7671400.8%
 
253.7821400.8%
 
260.9421400.8%
 
113.1511400.8%
 
93.321400.8%
 
Other values (176)1514183.2%
 
(Missing)16669.2%
 
ValueCountFrequency (%) 
79.371400.8%
 
85.755760.4%
 
85.9981400.8%
 
86.061400.8%
 
92.2431400.8%
 
ValueCountFrequency (%) 
724.417640.4%
 
597.0291300.7%
 
561.494590.3%
 
559.8121330.7%
 
539.849660.4%
 

diabetes_prevalence
Real number (ℝ≥0)

MISSING

Distinct count141
Unique (%)0.8%
Missing1072
Missing (%)5.9%
Infinite0
Infinite (%)0.0%
Mean8.003309016632622
Minimum0.99
Maximum23.36
Zeros0
Zeros (%)0.0%
Memory size142.2 KiB

Quantile statistics

Minimum0.99
5-th percentile2.42
Q15.31
median7.11
Q310.08
95-th percentile16.52
Maximum23.36
Range22.37
Interquartile range (IQR)4.77

Descriptive statistics

Standard deviation4.007673215
Coefficient of variation (CV)0.5007520273
Kurtosis1.492878772
Mean8.003309017
Median Absolute Deviation (MAD)2.29
Skewness1.138760086
Sum137136.7
Variance16.0614446
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2.428464.6%
 
7.116133.4%
 
10.084142.3%
 
3.943582.0%
 
11.623562.0%
 
5.312801.5%
 
5.592801.5%
 
9.742781.5%
 
16.522751.5%
 
9.592701.5%
 
Other values (131)1316572.3%
 
(Missing)10725.9%
 
ValueCountFrequency (%) 
0.99630.3%
 
1.82590.3%
 
1.91620.3%
 
2.16600.3%
 
2.428464.6%
 
ValueCountFrequency (%) 
23.36590.3%
 
22.63610.3%
 
22.02600.3%
 
21.52610.3%
 
17.72740.4%
 

female_smokers
Real number (ℝ≥0)

MISSING

Distinct count107
Unique (%)0.8%
Missing4631
Missing (%)25.4%
Infinite0
Infinite (%)0.0%
Mean11.431110783736006
Minimum0.1
Maximum44.0
Zeros0
Zeros (%)0.0%
Memory size142.2 KiB

Quantile statistics

Minimum0.1
5-th percentile0.4
Q11.9
median7.1
Q320
95-th percentile30.2
Maximum44
Range43.9
Interquartile range (IQR)18.1

Descriptive statistics

Standard deviation10.58293077
Coefficient of variation (CV)0.9258007355
Kurtosis-0.6123731073
Mean11.43111078
Median Absolute Deviation (MAD)6.2
Skewness0.7391592826
Sum155188.76
Variance111.9984237
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1.94742.6%
 
24012.2%
 
13562.0%
 
0.83541.9%
 
0.33301.8%
 
2.82681.5%
 
30.12101.2%
 
19.62081.1%
 
1.22081.1%
 
20.92061.1%
 
Other values (97)1056158.0%
 
(Missing)463125.4%
 
ValueCountFrequency (%) 
0.1590.3%
 
0.21941.1%
 
0.33301.8%
 
0.41480.8%
 
0.51340.7%
 
ValueCountFrequency (%) 
44620.3%
 
37.7830.5%
 
35.31400.8%
 
34.31400.8%
 
34.2750.4%
 

male_smokers
Real number (ℝ≥0)

MISSING

Distinct count122
Unique (%)0.9%
Missing4773
Missing (%)26.2%
Infinite0
Infinite (%)0.0%
Mean32.6131010867947
Minimum7.7
Maximum78.1
Zeros0
Zeros (%)0.0%
Memory size142.2 KiB

Quantile statistics

Minimum7.7
5-th percentile14.2
Q121.4
median31.4
Q340.8
95-th percentile53.3
Maximum78.1
Range70.4
Interquartile range (IQR)19.4

Descriptive statistics

Standard deviation13.16137496
Coefficient of variation (CV)0.4035609776
Kurtosis0.4367807598
Mean32.61310109
Median Absolute Deviation (MAD)9.4
Skewness0.5668872901
Sum438124.4
Variance173.2217908
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
24.73111.7%
 
31.42791.5%
 
33.72711.5%
 
16.52641.4%
 
16.62181.2%
 
33.12171.2%
 
30.92091.1%
 
37.82061.1%
 
18.82011.1%
 
12.31981.1%
 
Other values (112)1106060.7%
 
(Missing)477326.2%
 
ValueCountFrequency (%) 
7.7660.4%
 
8.5660.4%
 
9.9710.4%
 
10.81290.7%
 
11.4580.3%
 
ValueCountFrequency (%) 
78.1580.3%
 
76.11330.7%
 
65.8710.4%
 
58.31400.8%
 
55.51370.8%
 

handwashing_facilities
Real number (ℝ≥0)

MISSING

Distinct count92
Unique (%)1.3%
Missing11085
Missing (%)60.9%
Infinite0
Infinite (%)0.0%
Mean55.96743091828138
Minimum1.188
Maximum98.999
Zeros0
Zeros (%)0.0%
Memory size142.2 KiB

Quantile statistics

Minimum1.188
5-th percentile6.144
Q124.651
median60.13
Q384.169
95-th percentile95.803
Maximum98.999
Range97.811
Interquartile range (IQR)59.518

Descriptive statistics

Standard deviation30.75058197
Coefficient of variation (CV)0.5494370828
Kurtosis-1.327404045
Mean55.96743092
Median Absolute Deviation (MAD)25.717
Skewness-0.2934412858
Sum398600.043
Variance945.5982918
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
85.8471400.8%
 
87.8471400.8%
 
47.7821400.8%
 
60.131400.8%
 
59.551390.8%
 
94.5761380.8%
 
89.8271360.7%
 
78.4631360.7%
 
80.6351350.7%
 
83.7411350.7%
 
Other values (82)574331.5%
 
(Missing)1108560.9%
 
ValueCountFrequency (%) 
1.188630.3%
 
2.1174< 0.1%
 
2.735670.4%
 
4.472670.4%
 
4.617650.4%
 
ValueCountFrequency (%) 
98.999670.4%
 
97.719830.5%
 
97.41340.7%
 
97.164670.4%
 
95.803700.4%
 

hospital_beds_per_100k
Real number (ℝ≥0)

MISSING

Distinct count100
Unique (%)0.7%
Missing2883
Missing (%)15.8%
Infinite0
Infinite (%)0.0%
Mean3.2561350169668493
Minimum0.1
Maximum13.8
Zeros0
Zeros (%)0.0%
Memory size142.2 KiB

Quantile statistics

Minimum0.1
5-th percentile0.53
Q11.4
median2.6
Q34.28
95-th percentile8
Maximum13.8
Range13.7
Interquartile range (IQR)2.88

Descriptive statistics

Standard deviation2.626502641
Coefficient of variation (CV)0.8066319816
Kurtosis3.683984342
Mean3.256135017
Median Absolute Deviation (MAD)1.3
Skewness1.759252679
Sum49897.013
Variance6.898516123
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1.65423.0%
 
0.84492.5%
 
0.74092.2%
 
1.53872.1%
 
1.33682.0%
 
1.43401.9%
 
23371.9%
 
3.63361.8%
 
2.63331.8%
 
0.33301.8%
 
Other values (90)1149363.1%
 
(Missing)288315.8%
 
ValueCountFrequency (%) 
0.1540.3%
 
0.2590.3%
 
0.33301.8%
 
0.4670.4%
 
0.52511.4%
 
ValueCountFrequency (%) 
13.81280.7%
 
13.051400.8%
 
12.271400.8%
 
111400.8%
 
8.8660.4%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

Sample

First rows

iso_codelocationdatetotal_casesnew_casestotal_deathsnew_deathstotal_cases_per_millionnew_cases_per_milliontotal_deaths_per_millionnew_deaths_per_milliontotal_testsnew_teststotal_tests_per_thousandnew_tests_per_thousandtests_unitspopulationpopulation_densitymedian_ageaged_65_olderaged_70_oldergdp_per_capitaextreme_povertycvd_death_ratediabetes_prevalencefemale_smokersmale_smokershandwashing_facilitieshospital_beds_per_100k
0ABWAruba2020-03-13220018.73318.7330.00.0NaNNaNNaNNaNNaN106766.0584.841.213.0857.45235973.781NaNNaN11.62NaNNaNNaNNaN
1ABWAruba2020-03-20420037.46518.7330.00.0NaNNaNNaNNaNNaN106766.0584.841.213.0857.45235973.781NaNNaN11.62NaNNaNNaNNaN
2ABWAruba2020-03-2412800112.39574.9300.00.0NaNNaNNaNNaNNaN106766.0584.841.213.0857.45235973.781NaNNaN11.62NaNNaNNaNNaN
3ABWAruba2020-03-2517500159.22746.8310.00.0NaNNaNNaNNaNNaN106766.0584.841.213.0857.45235973.781NaNNaN11.62NaNNaNNaNNaN
4ABWAruba2020-03-2619200177.95918.7330.00.0NaNNaNNaNNaNNaN106766.0584.841.213.0857.45235973.781NaNNaN11.62NaNNaNNaNNaN
5ABWAruba2020-03-2728900262.25684.2960.00.0NaNNaNNaNNaNNaN106766.0584.841.213.0857.45235973.781NaNNaN11.62NaNNaNNaNNaN
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